diff --git a/backend/.pylintrc b/backend/.pylintrc
index c6ee4d1..52f4670 100644
--- a/backend/.pylintrc
+++ b/backend/.pylintrc
@@ -440,6 +440,7 @@ disable=raw-checker-failed,
         use-implicit-booleaness-not-comparison-to-string,
         use-implicit-booleaness-not-comparison-to-zero,
         import-error
+        line-too-long
 
 # Enable the message, report, category or checker with the given id(s). You can
 # either give multiple identifier separated by comma (,) or put this option
diff --git a/backend/Pipfile b/backend/Pipfile
index 6220fe4..4d06a94 100644
--- a/backend/Pipfile
+++ b/backend/Pipfile
@@ -24,3 +24,4 @@ pywikibot = "*"
 pymemcache = "*"
 fastapi-cli = "*"
 scikit-learn = "*"
+pyqt6 = "*"
diff --git a/backend/Pipfile.lock b/backend/Pipfile.lock
index c5d0d99..880b9a6 100644
--- a/backend/Pipfile.lock
+++ b/backend/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "b24d98b1691997eecf51e5b29d9ea796278db573003ab06168ce7838911b5b69"
+            "sha256": "bb22b4e28c7aa199c94b688ad93d3ab0ccf1089a172131f4aec03b78e7bd7f1c"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -1092,6 +1092,57 @@
             "markers": "python_version >= '3.9'",
             "version": "==3.2.0"
         },
+        "pyqt6": {
+            "hashes": [
+                "sha256:0adb7914c732ad1dee46d9cec838a98cb2b11bc38cc3b7b36fbd8701ae64bf47",
+                "sha256:2d771fa0981514cb1ee937633dfa64f14caa902707d9afffab66677f3a73e3da",
+                "sha256:3672a82ccd3a62e99ab200a13903421e2928e399fda25ced98d140313ad59cb9",
+                "sha256:7f397f4b38b23b5588eb2c0933510deb953d96b1f0323a916c4839c2a66ccccc",
+                "sha256:c2f202b7941aa74e5c7e1463a6f27d9131dbc1e6cabe85571d7364f5b3de7397",
+                "sha256:f053378e3aef6248fa612c8afddda17f942fb63f9fe8a9aeb2a6b6b4cbb0eba9",
+                "sha256:fa3954698233fe286a8afc477b84d8517f0788eb46b74da69d3ccc0170d3714c"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==6.7.1"
+        },
+        "pyqt6-qt6": {
+            "hashes": [
+                "sha256:36ea0892b8caeb983af3f285f45fb8dfbb93cfd972439f4e01b7efb2868f6230",
+                "sha256:50c7482bcdcf2bb78af257fb10ed8b582f8daf91d829782393bc50ac5a0a900c",
+                "sha256:8551732984fb36a5f4f3db51eafc4e8e6caf18617365830285306f2db17a94c2",
+                "sha256:cb525fdd393332de60887953029276a44de480fce1d785251ae639580f5e7246",
+                "sha256:f517a93b6b1a814d4aa6587adc312e812ebaf4d70415bb15cfb44268c5ad3f5f"
+            ],
+            "version": "==6.7.3"
+        },
+        "pyqt6-sip": {
+            "hashes": [
+                "sha256:056af69d1d8d28d5968066ec5da908afd82fc0be07b67cf2b84b9f02228416ce",
+                "sha256:08dd81037a2864982ece2bf9891f3bf4558e247034e112993ea1a3fe239458cb",
+                "sha256:2559afa68825d08de09d71c42f3b6ad839dcc30f91e7c6d0785e07830d5541a5",
+                "sha256:2f74cf3d6d9cab5152bd9f49d570b2dfb87553ebb5c4919abfde27f5b9fd69d4",
+                "sha256:33d9b399fc9c9dc99496266842b0fb2735d924604774e97cf9b555667cc0fc59",
+                "sha256:6bce6bc5870d9e87efe5338b1ee4a7b9d7d26cdd16a79a5757d80b6f25e71edc",
+                "sha256:755beb5d271d081e56618fb30342cdd901464f721450495cb7cb0212764da89e",
+                "sha256:7a0bbc0918eab5b6351735d40cf22cbfa5aa2476b55e0d5fe881aeed7d871c29",
+                "sha256:7f84c472afdc7d316ff683f63129350d645ef82d9b3fd75a609b08472d1f7291",
+                "sha256:835ed22eab977f75fd77e60d4ff308a1fa794b1d0c04849311f36d2a080cdf3b",
+                "sha256:9ea9223c94906efd68148f12ae45b51a21d67e86704225ddc92bce9c54e4d93c",
+                "sha256:a5c086b7c9c7996ea9b7522646cc24eebbf3591ec9dd38f65c0a3fdb0dbeaac7",
+                "sha256:b1bf29e95f10a8a00819dac804ca7e5eba5fc1769adcd74c837c11477bf81954",
+                "sha256:b203b6fbae4a8f2d27f35b7df46200057033d9ecd9134bcf30e3eab66d43572c",
+                "sha256:beaddc1ec96b342f4e239702f91802706a80cb403166c2da318cec4ad8b790cb",
+                "sha256:cd81144b0770084e8005d3a121c9382e6f9bc8d0bb320dd618718ffe5090e0e6",
+                "sha256:cedd554c643e54c4c2e12b5874781a87441a1b405acf3650a4a2e1df42aae231",
+                "sha256:d8b22a6850917c68ce83fc152a8b606ecb2efaaeed35be53110468885d6cdd9d",
+                "sha256:dd168667addf01f8a4b0fa7755323e43e4cd12ca4bade558c61f713a5d48ba1a",
+                "sha256:f57275b5af774529f9838adcfb58869ba3ebdaf805daea113bb0697a96a3f3cb",
+                "sha256:fbb249b82c53180f1420571ece5dc24fea1188ba435923edd055599dffe7abfb"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==13.8.0"
+        },
         "python-dateutil": {
             "hashes": [
                 "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3",
diff --git a/backend/src/sandbox/colmar_data.json b/backend/src/sandbox/colmar_data.json
new file mode 100644
index 0000000..7564a95
--- /dev/null
+++ b/backend/src/sandbox/colmar_data.json
@@ -0,0 +1,698 @@
+{
+    "type": "FeatureCollection",
+    "generator": "overpass-turbo",
+    "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
+    "timestamp": "2024-12-02T21:14:59Z",
+    "features": [
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/1345741798",
+          "name": "Cordonnerie Saint-Joseph",
+          "shop": "shoes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3481705,
+            48.0816462
+          ]
+        },
+        "id": "node/1345741798"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/2659184738",
+          "brand": "Armand Thiery",
+          "brand:wikidata": "Q2861975",
+          "brand:wikipedia": "fr:Armand Thiery",
+          "name": "Armand Thiery",
+          "opening_hours": "Mo-Sa 09:30-19:00",
+          "shop": "clothes",
+          "wheelchair": "limited"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3594454,
+            48.0785574
+          ]
+        },
+        "id": "node/2659184738"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/3618136290",
+          "name": "Chez Dominique",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3362362,
+            48.0712174
+          ]
+        },
+        "id": "node/3618136290"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/3618136605",
+          "name": "Divamod",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3304253,
+            48.0782989
+          ]
+        },
+        "id": "node/3618136605"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/3618284507",
+          "name": "Star tendances et voyages",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3474029,
+            48.0830993
+          ]
+        },
+        "id": "node/3618284507"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/3619696125",
+          "brand": "Zeeman",
+          "brand:wikidata": "Q184399",
+          "name": "Zeeman",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3413834,
+            48.0638444
+          ]
+        },
+        "id": "node/3619696125"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4594398129",
+          "name": "Miss et Mister",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3308309,
+            48.0779118
+          ]
+        },
+        "id": "node/4594398129"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4907320441",
+          "brand": "Sergent Major",
+          "brand:wikidata": "Q62521738",
+          "clothes": "babies;children",
+          "name": "Sergent Major",
+          "opening_hours": "Mo-Sa 09:30-19:00",
+          "shop": "clothes",
+          "wheelchair": "no"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.359116,
+            48.0787229
+          ]
+        },
+        "id": "node/4907320441"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4907364791",
+          "brand": "Armand Thiery",
+          "brand:wikidata": "Q2861975",
+          "brand:wikipedia": "fr:Armand Thiery",
+          "clothes": "women",
+          "name": "Armand Thiery",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3601857,
+            48.0783373
+          ]
+        },
+        "id": "node/4907364791"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4907385675",
+          "check_date": "2024-05-19",
+          "clothes": "children",
+          "name": "Du Pareil...au même",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3604521,
+            48.0779726
+          ]
+        },
+        "id": "node/4907385675"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4922191645",
+          "name": "Abilos",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3566167,
+            48.0794136
+          ]
+        },
+        "id": "node/4922191645"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4922191648",
+          "brand": "Esprit",
+          "brand:wikidata": "Q532746",
+          "brand:wikipedia": "en:Esprit Holdings",
+          "name": "Esprit",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3554004,
+            48.0787549
+          ]
+        },
+        "id": "node/4922191648"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4922191972",
+          "brand": "Guess",
+          "brand:wikidata": "Q2470307",
+          "brand:wikipedia": "en:Guess (clothing)",
+          "name": "Guess",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.355273,
+            48.0788003
+          ]
+        },
+        "id": "node/4922191972"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/4922192001",
+          "name": "Lingerie",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3575453,
+            48.0779317
+          ]
+        },
+        "id": "node/4922192001"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/5359915869",
+          "name": "Al Assil",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3305665,
+            48.0780902
+          ]
+        },
+        "id": "node/5359915869"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9089360040",
+          "brand": "Grain de Malice",
+          "brand:wikidata": "Q66757157",
+          "clothes": "women",
+          "name": "Grain de Malice",
+          "shop": "clothes",
+          "short_name": "GDM"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3593125,
+            48.0786234
+          ]
+        },
+        "id": "node/9089360040"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9095193153",
+          "brand": "Undiz",
+          "brand:wikidata": "Q105306275",
+          "clothes": "underwear",
+          "name": "Undiz",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3599579,
+            48.0782846
+          ]
+        },
+        "id": "node/9095193153"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9095193154",
+          "branch": "Lingerie",
+          "brand": "RougeGorge",
+          "brand:wikidata": "Q104600739",
+          "clothes": "underwear",
+          "name": "RougeGorge",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3604883,
+            48.0781607
+          ]
+        },
+        "id": "node/9095193154"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9095212690",
+          "alt_name": "North Face",
+          "brand": "The North Face",
+          "brand:wikidata": "Q152784",
+          "brand:wikipedia": "en:The North Face",
+          "check_date": "2024-05-19",
+          "name": "The North Face",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3603923,
+            48.0773727
+          ]
+        },
+        "id": "node/9095212690"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9095270059",
+          "air_conditioning": "no",
+          "clothes": "men",
+          "level": "0",
+          "name": "Maison Aume",
+          "second_hand": "no",
+          "shop": "clothes",
+          "wheelchair": "no"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.361364,
+            48.0799999
+          ]
+        },
+        "id": "node/9095270059"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9098624272",
+          "name": "Destock Place",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3575161,
+            48.0793009
+          ]
+        },
+        "id": "node/9098624272"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9123861652",
+          "name": "Weackers",
+          "shop": "shoes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.361329,
+            48.0785972
+          ]
+        },
+        "id": "node/9123861652"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9162179887",
+          "brand": "Calzedonia",
+          "brand:wikidata": "Q1027874",
+          "brand:wikipedia": "en:Calzedonia",
+          "name": "Calzedonia",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3606374,
+            48.0780809
+          ]
+        },
+        "id": "node/9162179887"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9162206449",
+          "clothes": "women",
+          "name": "Cop. Copine",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3600947,
+            48.078399
+          ]
+        },
+        "id": "node/9162206449"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9162226360",
+          "brand": "Okaïdi",
+          "brand:wikidata": "Q3350027",
+          "brand:wikipedia": "fr:Okaïdi",
+          "name": "Okaïdi",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3596986,
+            48.078428
+          ]
+        },
+        "id": "node/9162226360"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/9162227010",
+          "brand": "Jules",
+          "brand:wikidata": "Q3188386",
+          "brand:wikipedia": "fr:Jules (enseigne)",
+          "clothes": "men",
+          "name": "Jules",
+          "opening_hours": "Mo-Sa 09:30-19:00",
+          "phone": "+33 3 89 41 03 62",
+          "shop": "clothes",
+          "website": "https://www.jules.com/fr-fr/magasins/1600133/"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3600323,
+            48.0782229
+          ]
+        },
+        "id": "node/9162227010"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/10151865029",
+          "name": "Atelier Cinq",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3571756,
+            48.0772657
+          ]
+        },
+        "id": "node/10151865029"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/10862176110",
+          "name": "L'hexagone",
+          "shop": "bag"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3808571,
+            48.0814138
+          ]
+        },
+        "id": "node/10862176110"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11150877331",
+          "brand": "Punt Roma",
+          "brand:wikidata": "Q101423290",
+          "clothes": "women",
+          "name": "Punt Roma",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3571859,
+            48.0779406
+          ]
+        },
+        "id": "node/11150877331"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11150959880",
+          "name": "Caroll",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3579354,
+            48.0779291
+          ]
+        },
+        "id": "node/11150959880"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11302242094",
+          "branch": "Wintzenheim",
+          "name": "Label Fripe",
+          "opening_hours": "Mo-Sa 09:00-18:45",
+          "phone": "+33 3 89 27 39 25",
+          "second_hand": "only",
+          "shop": "clothes",
+          "website": "https://labelfripe.fr/label-fripe-wintzenheim/"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3109899,
+            48.0850362
+          ]
+        },
+        "id": "node/11302242094"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11392247003",
+          "name": "Lingerie Sipp",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3111507,
+            48.0841835
+          ]
+        },
+        "id": "node/11392247003"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11778819781",
+          "addr:city": "Colmar",
+          "addr:housenumber": "10",
+          "addr:postcode": "68000",
+          "addr:street": "Rue des Têtes",
+          "clothes": "suits;hats;men",
+          "name": "Phillipe",
+          "phone": "0389411983",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3559389,
+            48.0789064
+          ]
+        },
+        "id": "node/11778819781"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11799215969",
+          "brand": "Petit Bateau",
+          "brand:wikidata": "Q3377090",
+          "name": "Petit Bateau",
+          "opening_hours": "Mo-Sa 10:00-19:00; Su 10:00-18:00",
+          "phone": "+33 3 89 24 97 85",
+          "shop": "clothes",
+          "website": "https://stores.petit-bateau.com/france/colmar/9-rue-des-boulangers"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.355149,
+            48.0780213
+          ]
+        },
+        "id": "node/11799215969"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11816704669",
+          "addr:housenumber": "10",
+          "addr:street": "Rue des Boulangers",
+          "name": "des petits hauts",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3555001,
+            48.0780768
+          ]
+        },
+        "id": "node/11816704669"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/12320343534",
+          "addr:city": "Colmar",
+          "addr:housenumber": "44",
+          "addr:postcode": "68000",
+          "addr:street": "Rue des Clefs",
+          "brand": "Un Jour Ailleurs",
+          "brand:wikidata": "Q105106211",
+          "clothes": "women",
+          "name": "Un Jour Ailleurs",
+          "opening_hours": "Mo-Fr 10:00-19:00; Sa 10:00-18:30",
+          "phone": "+33368318572",
+          "shop": "clothes",
+          "website": "https://boutique.unjourailleurs.com/fr/mode-femme/boutique-colmar-76"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.35897,
+            48.0789807
+          ]
+        },
+        "id": "node/12320343534"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/12320343536",
+          "addr:city": "Colmar",
+          "addr:housenumber": "38",
+          "addr:postcode": "68000",
+          "addr:street": "Rue des Clefs",
+          "brand": "Timberland",
+          "brand:wikidata": "Q1539185",
+          "name": "Timberland",
+          "opening_hours": "Mo-Sa 10:00-19:00",
+          "phone": "+33389298650",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            7.3592409,
+            48.0788785
+          ]
+        },
+        "id": "node/12320343536"
+      }
+    ]
+  }
\ No newline at end of file
diff --git a/backend/src/sandbox/get_streets.py b/backend/src/sandbox/get_streets.py
index bc5d1ab..c10efe7 100644
--- a/backend/src/sandbox/get_streets.py
+++ b/backend/src/sandbox/get_streets.py
@@ -1,4 +1,210 @@
 import numpy as np
+import json
+import os
+from typing import Optional, Literal
 from sklearn.cluster import DBSCAN
-from sklearn.linear_model import RANSACRegressor
+from sklearn.decomposition import PCA
 import matplotlib.pyplot as plt
+from pydantic import BaseModel
+
+
+
+class ShoppingLocation(BaseModel):
+    type: Literal['street', 'area']
+    importance: int
+    centroid: tuple
+    start: Optional[list] = None
+    end: Optional[list] = None
+    end: Optional[tuple] = None
+
+
+
+def extract_points(filestr: str) :
+    """
+    Extract points from geojson file.
+
+    Returns :
+        np.array containing the points
+    """
+    points = []
+
+    with open(os.path.dirname(__file__) + '/' + filestr, 'r') as f:
+        geojson = json.load(f)
+
+        for feature in geojson['features']:
+            if feature['geometry']['type'] == 'Point':
+                centroid = feature['geometry']['coordinates']
+                points.append(centroid)
+
+            elif feature['geometry']['type'] == 'Polygon':
+                centroid = np.array(feature['geometry']['coordinates'][0][0])
+                points.append(centroid)
+    
+    # Convert the list of points to a NumPy array
+    return np.array(points)
+
+
+def filter_clusters(cluster_points, cluster_labels):
+    """
+    Remove clusters of less importance.
+    """
+    label_counts = np.bincount(cluster_labels)
+
+    # Step 3: Get the indices (labels) of the 5 largest clusters
+    top_5_labels = np.argsort(label_counts)[-5:]  # Get the largest 5 clusters
+
+    # Step 4: Filter points to keep only the points in the top 5 clusters
+    filtered_cluster_points = []
+    filtered_cluster_labels = []
+
+    for label in top_5_labels:
+        filtered_cluster_points.append(cluster_points[cluster_labels == label])
+        filtered_cluster_labels.append(np.full((label_counts[label],), label))  # Replicate the label
+
+    # Concatenate filtered clusters into a single array
+    return np.vstack(filtered_cluster_points), np.concatenate(filtered_cluster_labels)
+
+
+def fit_lines(points, labels):
+    """
+    Fit lines to identified clusters.
+    """
+    all_x = []
+    all_y = []
+    lines = []
+    locations = []
+
+    for label in set(labels):
+        cluster_points = points[labels == label]
+
+        # If there's not enough points, skip
+        if len(cluster_points) < 2:
+            continue
+
+        # Apply PCA to find the principal component (i.e., the line of best fit)
+        pca = PCA(n_components=1)
+        pca.fit(cluster_points)
+
+        direction = pca.components_[0]
+        centroid = pca.mean_
+
+        # Project the cluster points onto the principal direction (line direction)
+        projections = np.dot(cluster_points - centroid, direction)
+
+        # Get the range of the projections to find the approximate length of the cluster
+        cluster_length = projections.max() - projections.min()
+
+        # Now adjust `t` so that it scales with the cluster length
+        t = np.linspace(-cluster_length / 2.75, cluster_length / 2.75, 10)
+
+        # Calculate the start and end of the line based on min/max projections
+        start_point = centroid[0] + t*direction[0]
+        end_point = centroid[1] + t*direction[1]
+        
+        # Store the line
+        lines.append((start_point, end_point))
+
+        # For visualization, store the points
+        all_x.append(min(start_point))
+        all_x.append(max(start_point))
+        all_y.append(min(end_point))
+        all_y.append(max(end_point))
+
+        if np.linalg.norm(t) <= 0.0045 :
+            loc = ShoppingLocation(
+                type='area',
+                centroid=tuple(centroid),
+                importance = len(cluster_points)
+            )
+        else :
+            loc = ShoppingLocation(
+                type='street',
+                centroid=tuple(centroid),
+                start=start_point,
+                end=end_point,
+                importance = len(cluster_points)
+            )
+
+        locations.append(loc)
+
+    xmin = min(all_x)
+    xmax = max(all_x)
+    ymin = min(all_y)
+    ymax = max(all_y)
+    corners = (xmin, xmax, ymin, ymax)
+
+    return corners, locations
+
+
+
+# Extract points
+points = extract_points('strasbourg_data.json')
+
+# Create a figure with 1 row and 3 columns for side-by-side plots
+fig, axes = plt.subplots(1, 3, figsize=(15, 5))
+
+# Plot 0: Raw data points
+axes[0].set_title('Raw Data')
+axes[0].scatter(points[:, 0], points[:, 1], color='blue', s=20)
+
+# Apply DBSCAN to find clusters. Choose different settings for different cities.
+if len(points) > 400 :
+    dbscan = DBSCAN(eps=0.00118, min_samples=15, algorithm='kd_tree')  # for large cities
+else :
+    dbscan = DBSCAN(eps=0.00075, min_samples=10, algorithm='kd_tree')  # for small cities
+
+labels = dbscan.fit_predict(points)
+
+# Separate clustered points and noise points
+clustered_points = points[labels != -1]
+clustered_labels = labels[labels != -1]
+noise_points = points[labels == -1] 
+
+# Plot n°1: DBSCAN Clustering Results
+axes[1].set_title('DBSCAN Clusters')
+axes[1].scatter(clustered_points[:, 0], clustered_points[:, 1], c=clustered_labels, cmap='rainbow', s=20)
+axes[1].scatter(noise_points[:, 0], noise_points[:, 1], c='blue', s=7, label='Noise')
+
+clustered_points, clustered_labels = filter_clusters(clustered_points, clustered_labels)
+
+
+
+# Fit lines
+corners, locations = fit_lines(clustered_points, clustered_labels)
+(xmin, xmax, ymin, ymax) = corners
+
+
+# Plot clustered points in normal size and noise points separately
+axes[2].scatter(clustered_points[:, 0], clustered_points[:, 1], c=clustered_labels, cmap='rainbow', s=30)
+# axes[2].scatter(noise_points[:, 0], noise_points[:, 1], c='blue', s=10, label='Noise')
+
+# Step 4: Plot the detected lines in the final plot
+for loc in locations:
+    
+    if loc.type == 'street' :
+        line_x = loc.start
+        line_y = loc.end
+        axes[2].plot(line_x, line_y, color='lime', linewidth=3)
+    else :
+        axes[2].scatter(loc.centroid[0], loc.centroid[1], color='None', edgecolors='lime', s=200, linewidth=3)
+    # print(8)
+
+axes[2].set_title('PCA Fitted Lines on Clusters')
+    
+# print(all_x)
+
+# Adjust the axis limit for previous plots
+axes[0].set_xlim(xmin-0.01, xmax+0.01)
+axes[0].set_ylim(ymin-0.01, ymax+0.01)
+
+axes[1].set_xlim(xmin-0.01, xmax+0.01)
+axes[1].set_ylim(ymin-0.01, ymax+0.01)
+
+axes[2].set_xlim(xmin-0.01, xmax+0.01)
+axes[2].set_ylim(ymin-0.01, ymax+0.01)
+
+# Adjust layout for better spacing
+plt.tight_layout()
+
+# Show the plots
+plt.show()
diff --git a/backend/src/sandbox/lyon_data.json b/backend/src/sandbox/lyon_data.json
index 691856c..a73e70b 100644
--- a/backend/src/sandbox/lyon_data.json
+++ b/backend/src/sandbox/lyon_data.json
@@ -1,28589 +1,17824 @@
 {
-    "type": "FeatureCollection",
-    "generator": "overpass-turbo",
-    "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
-    "timestamp": "2024-12-01T16:51:41Z",
-    "features": [
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/118225828",
-          "branch": "aux Chaussures",
-          "brand": "La Halle",
-          "brand:wikidata": "Q100728296",
-          "building": "yes",
-          "name": "La Halle",
-          "shop": "clothes",
-          "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2011"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.771474,
-                45.752182
-              ],
-              [
-                4.77133,
-                45.752192
-              ],
-              [
-                4.771291,
-                45.751893
-              ],
-              [
-                4.771435,
-                45.751884
-              ],
-              [
-                4.771474,
-                45.752182
-              ]
-            ]
-          ]
-        },
-        "id": "way/118225828"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/123367670",
-          "branch": "Lyon Rillieux la Pape",
-          "brand": "Chaussea",
-          "brand:wikidata": "Q62082044",
-          "building": "yes",
-          "name": "Chaussea",
-          "shop": "shoes",
-          "website": "https://www.chaussea.com/fr/shops/chaussea-rillieux-la-pape/"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.888676,
-                45.816396
-              ],
-              [
-                4.88882,
-                45.816052
-              ],
-              [
-                4.889126,
-                45.816114
-              ],
-              [
-                4.888983,
-                45.816458
-              ],
-              [
-                4.888676,
-                45.816396
-              ]
-            ]
-          ]
-        },
-        "id": "way/123367670"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/125551442",
-          "building": "retail",
-          "name": "J&L Diffusion",
-          "shop": "clothes",
-          "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2011"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.797367,
-                45.7627581
-              ],
-              [
-                4.797366,
-                45.7626201
-              ],
-              [
-                4.797443,
-                45.7626202
-              ],
-              [
-                4.797444,
-                45.762758
-              ],
-              [
-                4.797367,
-                45.7627581
-              ]
-            ]
-          ]
-        },
-        "id": "way/125551442"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/125821154",
-          "brand": "Aubert",
-          "brand:wikidata": "Q62964657",
-          "building": "retail",
-          "name": "Aubert",
-          "opening_hours": "Mo-Sa 10:00-19:00",
-          "phone": "+33 4 78 43 86 67",
-          "shop": "baby_goods",
-          "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2011",
-          "website": "https://magasins.aubert.com/fr/france-FR/M52/aubert-champagne-au-mont-dor/details"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.7858611,
-                45.8025032
-              ],
-              [
-                4.78578,
-                45.802541
-              ],
-              [
-                4.785661,
-                45.802405
-              ],
-              [
-                4.785573,
-                45.802304
-              ],
-              [
-                4.785505,
-                45.802227
-              ],
-              [
-                4.785466,
-                45.802183
-              ],
-              [
-                4.78592,
-                45.8022325
-              ],
-              [
-                4.7858611,
-                45.8025032
-              ]
-            ]
-          ]
-        },
-        "id": "way/125821154"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/155512003",
-          "brand": "Kiabi",
-          "brand:website": "http://kiabi.com",
-          "brand:wikidata": "Q3196299",
-          "brand:wikipedia": "fr:Kiabi",
-          "building": "retail",
-          "name": "Kiabi",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.9253821,
-                45.7202291
-              ],
-              [
-                4.9252973,
-                45.719957
-              ],
-              [
-                4.9258225,
-                45.7198767
-              ],
-              [
-                4.9259073,
-                45.7201487
-              ],
-              [
-                4.9253821,
-                45.7202291
-              ]
-            ]
-          ]
-        },
-        "id": "way/155512003"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/654805081",
-          "check_date:opening_hours": "2024-04-17",
-          "indoor": "room",
-          "level": "0",
-          "name": "Citadium",
-          "opening_hours": "Mo-Sa 10:30-20:00",
-          "operator": "Groupe Printemps",
-          "room": "shop",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.8358667,
-                45.7575838
-              ],
-              [
-                4.8359189,
-                45.7576838
-              ],
-              [
-                4.8357414,
-                45.7577325
-              ],
-              [
-                4.8357183,
-                45.7577386
-              ],
-              [
-                4.8355477,
-                45.7577884
-              ],
-              [
-                4.8354967,
-                45.7576769
-              ],
-              [
-                4.8356449,
-                45.7576371
-              ],
-              [
-                4.8356475,
-                45.7576442
-              ],
-              [
-                4.8358667,
-                45.7575838
-              ]
-            ]
-          ]
-        },
-        "id": "way/654805081"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/1043793566",
-          "indoor": "room",
-          "level": "0",
-          "name": "Kaporal",
-          "opening_hours": "Mo-Sa 09:30-20:00",
-          "phone": "+33 4 72 77 57 51",
-          "shop": "clothes",
-          "website": "http://www.kaporal.com/",
-          "wheelchair": "yes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.8557826,
-                45.7607114
-              ],
-              [
-                4.8557692,
-                45.7607845
-              ],
-              [
-                4.8555472,
-                45.7607647
-              ],
-              [
-                4.8555541,
-                45.7607271
-              ],
-              [
-                4.8555607,
-                45.7606916
-              ],
-              [
-                4.8557826,
-                45.7607114
-              ]
-            ]
-          ]
-        },
-        "id": "way/1043793566"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/1043793567",
-          "brand": "Éram",
-          "brand:wikidata": "Q16684192",
-          "brand:wikipedia": "fr:Éram",
-          "indoor": "room",
-          "level": "0",
-          "name": "Éram",
-          "opening_hours": "Mo-Sa 09:30-20:00",
-          "phone": "+33 4 78 62 39 19",
-          "shop": "shoes",
-          "website": "https://www.eram.fr/",
-          "wheelchair": "yes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.8557954,
-                45.7606414
-              ],
-              [
-                4.8557826,
-                45.7607114
-              ],
-              [
-                4.8555607,
-                45.7606916
-              ],
-              [
-                4.8555541,
-                45.7607271
-              ],
-              [
-                4.8554293,
-                45.760716
-              ],
-              [
-                4.8554325,
-                45.7606984
-              ],
-              [
-                4.855374,
-                45.7606931
-              ],
-              [
-                4.8553768,
-                45.7606777
-              ],
-              [
-                4.8554043,
-                45.7606802
-              ],
-              [
-                4.8554243,
-                45.7605709
-              ],
-              [
-                4.8555916,
-                45.7605858
-              ],
-              [
-                4.8555849,
-                45.7606226
-              ],
-              [
-                4.8557954,
-                45.7606414
-              ]
-            ]
-          ]
-        },
-        "id": "way/1043793567"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/1043802425",
-          "brand": "Bershka",
-          "brand:wikidata": "Q827258",
-          "brand:wikipedia": "en:Bershka",
-          "harassment_prevention": "ask_angela",
-          "indoor": "room",
-          "level": "0",
-          "name": "Bershka",
-          "opening_hours": "Mo-Sa 09:30-20:00",
-          "phone": "+33 4 37 48 43 30",
-          "shop": "clothes",
-          "website": "https://www.bershka.com/fr/",
-          "wheelchair": "yes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                4.8560713,
-                45.7604467
-              ],
-              [
-                4.8562381,
-                45.7604611
-              ],
-              [
-                4.8562525,
-                45.7603814
-              ],
-              [
-                4.8565233,
-                45.7604062
-              ],
-              [
-                4.8565037,
-                45.7605084
-              ],
-              [
-                4.8565935,
-                45.7605163
-              ],
-              [
-                4.8565599,
-                45.7607043
-              ],
-              [
-                4.8560333,
-                45.7606579
-              ],
-              [
-                4.8560713,
-                45.7604467
-              ]
-            ]
-          ]
-        },
-        "id": "way/1043802425"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/1043808031",
-          "brand": "Tezenis",
-          "brand:wikidata": "Q28056374",
-          "brand:wikipedia": "ru:Tezenis",
-          "indoor": "room",
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+}
\ No newline at end of file
diff --git a/backend/src/sandbox/paris_data.json b/backend/src/sandbox/paris_data.json
index 80b5199..1977820 100644
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+}
\ No newline at end of file
diff --git a/backend/src/sandbox/strasbourg_data.json b/backend/src/sandbox/strasbourg_data.json
new file mode 100644
index 0000000..7bef5b0
--- /dev/null
+++ b/backend/src/sandbox/strasbourg_data.json
@@ -0,0 +1,4947 @@
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diff --git a/backend/src/sandbox/vienna_data.json b/backend/src/sandbox/vienna_data.json
new file mode 100644
index 0000000..c0aa5d6
--- /dev/null
+++ b/backend/src/sandbox/vienna_data.json
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+}
\ No newline at end of file
diff --git a/backend/src/sandbox/winterthur_data.json b/backend/src/sandbox/winterthur_data.json
new file mode 100644
index 0000000..3abfef7
--- /dev/null
+++ b/backend/src/sandbox/winterthur_data.json
@@ -0,0 +1,2844 @@
+{
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+    "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
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+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
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+        },
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+      {
+        "type": "Feature",
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+          "opening_hours:signed": "no",
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+      {
+        "type": "Feature",
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+          "@id": "node/10773269564",
+          "name": "Pretty Woman",
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+        },
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+      {
+        "type": "Feature",
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+          "opening_hours": "Tu-Fr 10:00-12:00,12:30-18:30; Sa 10:00-17:00",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
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+            47.4992899
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+        },
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+      {
+        "type": "Feature",
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+          "@id": "node/10848128118",
+          "check_date:opening_hours": "2024-06-02",
+          "name": "My Own",
+          "opening_hours": "We-Fr 10:00-18:00; Sa 11:00-16:00",
+          "shop": "clothes"
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+          "addr:street": "Tösstalstrasse",
+          "clothes": "swimwear",
+          "email": "info@fabrikladen-schleife.ch",
+          "name": "Fabrikladen Schleife AG",
+          "opening_hours": "Montag - Freitag 09.00 - 18.00 Uhr Samstag 09.00 - 16.00 Uhr",
+          "phone": "+41 58 455 40 90",
+          "shop": "clothes",
+          "website": "https://www.fabrikladen-schleife.ch/"
+        },
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+        "id": "node/11584755020"
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+    ]
+  }
\ No newline at end of file
diff --git a/backend/src/sandbox/zurich_data.json b/backend/src/sandbox/zurich_data.json
index 17c1c1b..63e072b 100644
--- a/backend/src/sandbox/zurich_data.json
+++ b/backend/src/sandbox/zurich_data.json
@@ -1,20836 +1,16070 @@
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+        "type": "Point",
+        "coordinates": [
+          8.5394946,
+          47.388118
+        ]
+      },
+      "id": "node/11982868741"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/11992812119",
+        "check_date": "2024-06-19",
+        "name": "Projekt Ponicanova",
+        "opening_hours": "Mo-Tu,Su off; We-Fr 11:00-19:00; Sa 10:00-16:00",
+        "shop": "clothes",
+        "wheelchair": "limited"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5255939,
+          47.3731971
+        ]
+      },
+      "id": "node/11992812119"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/11992812121",
+        "check_date": "2024-06-19",
+        "name": "deflorin & brun",
+        "shop": "clothes",
+        "wheelchair": "yes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5254132,
+          47.3733297
+        ]
+      },
+      "id": "node/11992812121"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/11999562547",
+        "check_date": "2024-06-21",
+        "name": "Spilag Berufskleidung",
+        "opening_hours": "Mo-Fr 09:00-12:00,13:30-18:30; Sa 09:00-12:00,12:30-16:00; Su off",
+        "shop": "clothes",
+        "wheelchair": "no"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5345647,
+          47.3812256
+        ]
+      },
+      "id": "node/11999562547"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12010305817",
+        "check_date": "2024-06-25",
+        "name": "Las Perlitas",
+        "opening_hours": "Mo-Tu,Su off; We-Fr 11:00-18:00; Sa 11:00-16:00",
+        "phone": "+41 43 817 61 14",
+        "shop": "clothes",
+        "website": "https://lasperlitas.ch"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5156953,
+          47.3970601
+        ]
+      },
+      "id": "node/12010305817"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12037362411",
+        "name": "Modestrom",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5526341,
+          47.3606051
+        ]
+      },
+      "id": "node/12037362411"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12051020438",
+        "addr:city": "Zürich",
+        "addr:housenumber": "1",
+        "addr:postcode": "8001",
+        "addr:street": "Limmatquai",
+        "check_date": "2024-07-13",
+        "clothes": "women",
+        "name": "Panta Rheï",
+        "opening_hours": "Mo-Fr 10:00-18:30; Sa 10:00-17:00; Su off; PH off",
+        "operator": "Panta Rheï Textil GmbH",
+        "payment:cash": "yes",
+        "payment:coins": "yes",
+        "payment:debit_cards": "yes",
+        "shop": "clothes",
+        "wheelchair": "yes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5447811,
+          47.3676052
+        ]
+      },
+      "id": "node/12051020438"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12051469483",
+        "level": "0",
+        "name": "Esprit",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.4684522,
+          47.4313855
+        ]
+      },
+      "id": "node/12051469483"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12051469488",
+        "level": "1",
+        "name": "Blackout",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.4699772,
+          47.4310065
+        ]
+      },
+      "id": "node/12051469488"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12051469489",
+        "level": "1",
+        "name": "Marc O'Polo",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.4699405,
+          47.4309327
+        ]
+      },
+      "id": "node/12051469489"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12051469490",
+        "level": "1",
+        "name": "Street One | Cecil",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.4699092,
+          47.4308696
+        ]
+      },
+      "id": "node/12051469490"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12051524070",
+        "level": "1",
+        "name": "Boutique Insieme",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.448897,
+          47.3967958
+        ]
+      },
+      "id": "node/12051524070"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12068099083",
+        "level": "2",
+        "name": "Karma Mode",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.4485387,
+          47.396848
+        ]
+      },
+      "id": "node/12068099083"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12090984371",
+        "check_date": "2024-08-03",
+        "description": "Schneiderei, Secondhand, Reinigung",
+        "name": "Jiki",
+        "second_hand": "only",
+        "shop": "clothes",
+        "website": "https://jiki.ch",
+        "wheelchair": "no"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5417698,
+          47.3866482
+        ]
+      },
+      "id": "node/12090984371"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12090984375",
+        "check_date": "2024-08-03",
+        "name": "JDM Outlet",
+        "shop": "clothes",
+        "wheelchair": "no"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.541808,
+          47.3865865
+        ]
+      },
+      "id": "node/12090984375"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12092402109",
+        "check_date": "2024-08-04",
+        "description": "Atelierladen, Kurse, Kunsttherapie, Events, Designbude",
+        "name": "Atelier Kornhaus",
+        "shop": "clothes",
+        "wheelchair": "no"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5360257,
+          47.3897622
+        ]
+      },
+      "id": "node/12092402109"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12137530092",
+        "name": "Front Rowolution",
+        "second_hand": "only",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5142342,
+          47.3712828
+        ]
+      },
+      "id": "node/12137530092"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12138506366",
+        "check_date": "2024-08-24",
+        "name": "Saint James",
+        "shop": "clothes",
+        "wheelchair": "no"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5288391,
+          47.3751392
+        ]
+      },
+      "id": "node/12138506366"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12138506369",
+        "check_date": "2024-08-24",
+        "name": "Gardenia",
+        "shop": "clothes",
+        "wheelchair": "no"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5290311,
+          47.3749882
+        ]
+      },
+      "id": "node/12138506369"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12169958444",
+        "addr:housenumber": "31",
+        "addr:street": "Dufourstrasse",
+        "check_date": "2024-09-11",
+        "name": "IVY",
+        "shop": "clothes",
+        "website": "https://yvy.ch/pages/visit-us-yvy-store",
+        "wheelchair": "yes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5483357,
+          47.3632617
+        ]
+      },
+      "id": "node/12169958444"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12253900004",
+        "addr:city": "Zürich",
+        "addr:housenumber": "757",
+        "addr:postcode": "8048",
+        "addr:street": "Badenerstrasse",
+        "description": "Begleitetes Nähen, Stilberatung, Couture-Aenderungen & textile Projekte auf Termin",
+        "email": "denicola.adriana@gmail.com",
+        "name": "Lavoratorio Tessile c/o Offcut Zürich",
+        "operator": "Adriana de Nicola",
+        "repair": "yes",
+        "shop": "clothes",
+        "website": "https://www.adrianadenicola.ch/"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.4779515,
+          47.3914529
+        ]
+      },
+      "id": "node/12253900004"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12253939400",
+        "addr:city": "Zürich",
+        "addr:housenumber": "52",
+        "addr:postcode": "8003",
+        "addr:street": "Zentralstrasse",
+        "description": "Modedesignshop und Atelier\nSeit 2005 führe ich den Laden an der Zentralstrasse 52. Hier bringe ich meine Ideen auf Papier, zeichne die Schnittmuster und nähe die ersten Prototypen.",
+        "email": "kathrinwegmann@elfe11.ch",
+        "name": "Elfe 11",
+        "opening_hours": "Do/Fr 9:30-18:30, Sa 10:00-17:00",
+        "operator": "Kathrin Wegmann",
+        "phone": "+41 49 408 40 83",
+        "shop": "clothes",
+        "website": "https://www.elfe11.ch/"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.519232,
+          47.3721562
+        ]
+      },
+      "id": "node/12253939400"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12263097143",
+        "addr:city": "Zürich",
+        "addr:housenumber": "10",
+        "addr:postcode": "8004",
+        "addr:street": "Lagerstrasse",
+        "clothes:repair": "yes",
+        "description": "REWORK formt die textile Kette in einen Kreislauf um. Unsere Kollektionen werden umweltschonend aus Secondhandkleidern hergestellt, die wir auseinander schneiden und neu zusammennähen.",
+        "description:2": "Aktion am Repair Thursday<br />bunte Patches für kleine Löcher/Flecken aufsticken lassen oder selbst aufsticken.<br />Ganzer Tag: Schneider Rabie ist da für kostenpflichtige Reparaturen.<br />https://zuerich.repair/wp-content/uploads/2024/11/REWORK.pdf",
+        "email": "contact@rework.ch",
+        "name": "Rework Zürich Europaallee",
+        "opening_hours": "Mo-Fr 10:00-19:00, Sa 10:00-18:00",
+        "opening_hours:description": "Mo-Fr 10-19 Uhr, Sa 10-18 Uhr",
+        "operator": "Rework AG",
+        "phone": "+41 44 545 12 12",
+        "repair": "yes",
+        "shop": "clothes",
+        "website": "https://rework.ch"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5340216,
+          47.3772532
+        ]
+      },
+      "id": "node/12263097143"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12288912536",
+        "addr:city": "Zürich",
+        "addr:housenumber": "23",
+        "addr:postcode": "8005",
+        "addr:street": "Geroldstrasse",
+        "branch": "WE ARE ZRCL Brand Store Frau Gerold",
+        "clothes:repair": "only_sold",
+        "email": "fraugerold@wearezrcl.com",
+        "level": "0",
+        "name": "WE ARE ZRCL",
+        "not:brand:wikidata": "Q1987861",
+        "opening_hours": "Mo-Fr 12:00-19:00,Sa 11:00-18:00",
+        "phone": "+41 44 283 67 67",
+        "shop": "clothes",
+        "website": "https://wearezrcl.com"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5192422,
+          47.3854316
+        ]
+      },
+      "id": "node/12288912536"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12290351590",
+        "check_date": "2024-10-26",
+        "name": "REmember Vintage",
+        "second_hand": "only",
+        "shop": "clothes",
+        "wheelchair": "no"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.5434315,
+          47.371263
+        ]
+      },
+      "id": "node/12290351590"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "node/12366999974",
+        "description": "Second hand outdoor shop",
+        "name": "2nd Peak",
+        "opening_hours": "Mo-Fr 10:00-19:00; Sa 11:00-17:00",
+        "shop": "clothes"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [
+          8.533501,
+          47.3780343
+        ]
+      },
+      "id": "node/12366999974"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/backend/src/tests/test_invalid_input.py b/backend/src/tests/test_invalid_input.py
index 4330337..5184445 100644
--- a/backend/src/tests/test_invalid_input.py
+++ b/backend/src/tests/test_invalid_input.py
@@ -33,19 +33,19 @@ def invalid_client():
         ([91, 181], {"sightseeing": {"type": "nature", "score": 5},
                      "nature": {"type": "nature", "score": 5},
                      "shopping": {"type": "shopping", "score": 5},
-                    }, 423),
+                    }, 422),
         ([-91, 181], {"sightseeing": {"type": "nature", "score": 5},
                      "nature": {"type": "nature", "score": 5},
                      "shopping": {"type": "shopping", "score": 5},
-                    }, 423),
+                    }, 422),
         ([91, -181], {"sightseeing": {"type": "nature", "score": 5},
                      "nature": {"type": "nature", "score": 5},
                      "shopping": {"type": "shopping", "score": 5},
-                    }, 423),
+                    }, 422),
         ([-91, -181], {"sightseeing": {"type": "nature", "score": 5},
                      "nature": {"type": "nature", "score": 5},
                      "shopping": {"type": "shopping", "score": 5},
-                    }, 423),
+                    }, 422),
     ]
 )
 def test_input(invalid_client, start, preferences, status_code):   # pylint: disable=redefined-outer-name